theplu::yat::classifier::BootstrapSampler Class Reference

Class creating trainingset and validationset using bootstrapping. More...

#include <yat/classifier/BootstrapSampler.h>

Inheritance diagram for theplu::yat::classifier::BootstrapSampler:

Public Member Functions
	BootstrapSampler (const Target &target, const size_t N)
	Constructor. More...
virtual	~BootstrapSampler ()
size_t	size (void) const
const Target &	target (void) const
const utility::Index &	training_index (size_t i) const
const Target &	training_target (size_t i) const
const utility::Index &	validation_index (size_t i) const
const Target &	validation_target (size_t i) const

Protected Attributes
std::vector< utility::Index >	training_index_
	index of training sets for the partitions
std::vector< Target >	training_target_
	Targets for training sets for the partitions.
std::vector< utility::Index >	validation_index_
	index of validation sets for the partitions
std::vector< Target >	validation_target_
	Targets for validation sets for the partitions.

Detailed Description

Class creating trainingset and validationset using bootstrapping.

This is done in a balanced way, meaning the proportions between the classes in the trainingset is equal to the proportions in the whole dataset. For each class samples are drawn with replacement, where is number of samples in class i.

Constructor & Destructor Documentation

theplu::yat::classifier::BootstrapSampler::BootstrapSampler	(	const Target &	target,
		const size_t	N
	)

Constructor.

target targets. N total number of partitions.

virtual theplu::yat::classifier::BootstrapSampler::~BootstrapSampler ( )

virtual

Destructor

Member Function Documentation

size_t theplu::yat::classifier::Sampler::size ( void  ) const

inherited

Returns

number of partitions

const Target& theplu::yat::classifier::Sampler::target ( void  ) const

inherited

Returns

the targets for the total set

const utility::Index& theplu::yat::classifier::Sampler::training_index ( size_t  i ) const

inherited

Returns

training indices

const Target& theplu::yat::classifier::Sampler::training_target ( size_t  i ) const

inherited

Returns

training target

Note

if state is invalid the result is undefined

const utility::Index& theplu::yat::classifier::Sampler::validation_index ( size_t  i ) const

inherited

Returns

validation index

Note

if state is invalid the result is undefined

const Target& theplu::yat::classifier::Sampler::validation_target ( size_t  i ) const

inherited

Returns

validation target

Note

if state is invalid the result is undefined

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The documentation for this class was generated from the following file:

• yat/classifier/BootstrapSampler.h